Questions: Determine whether the distribution is a discrete probability distribution. x 0 1 2 3 4 P(x) 0.09 0.25 0.14 0.71 -0.19 Is the distribution a discrete probability distribution? O A. Yes, because the sum of the probabilities is equal to 1. O B. Yes, because the sum of the probabilities is equal to 1 and each probability is between 0 and 1, inclusive. O C. No, because the sum of the probabilities is not equal to 1. O D. No, because not all the probabilities are between 0 and 1, inclusive.

Determine whether the distribution is a discrete probability distribution.

x 0 1 2 3 4
P(x) 0.09 0.25 0.14 0.71 -0.19

Is the distribution a discrete probability distribution?

O A. Yes, because the sum of the probabilities is equal to 1.
O B. Yes, because the sum of the probabilities is equal to 1 and each probability is between 0 and 1, inclusive.
O C. No, because the sum of the probabilities is not equal to 1.
O D. No, because not all the probabilities are between 0 and 1, inclusive.
Transcript text: Determine whether the distribution is a discrete probability distribution. x 0 1 2 3 4 P(x) 0.09 0.25 0.14 0.71 -0.19 Is the distribution a discrete probability distribution? O A. Yes, because the sum of the probabilities is equal to 1. O B. Yes, because the sum of the probabilities is equal to 1 and each probability is between 0 and 1, inclusive. O C. No, because the sum of the probabilities is not equal to 1. O D. No, because not all the probabilities are between 0 and 1, inclusive.
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Solution

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Solution Steps

To determine whether the given distribution is a discrete probability distribution, we need to check two conditions:

  1. The sum of all probabilities should be equal to 1.
  2. Each probability should be between 0 and 1, inclusive.
Step 1: Calculate the Sum of Probabilities

We have the probabilities \( P(x) = [0.09, 0.25, 0.14, 0.71, -0.19] \). The sum of these probabilities is calculated as follows:

\[ \text{Sum} = 0.09 + 0.25 + 0.14 + 0.71 - 0.19 = 1.0 \]

Step 2: Check Validity of Each Probability

Next, we need to verify if each probability \( P(x) \) lies within the range \( [0, 1] \). The probabilities are:

  • \( P(0) = 0.09 \) (valid)
  • \( P(1) = 0.25 \) (valid)
  • \( P(2) = 0.14 \) (valid)
  • \( P(3) = 0.71 \) (valid)
  • \( P(4) = -0.19 \) (invalid)

Since \( P(4) = -0.19 \) is less than 0, not all probabilities are valid.

Step 3: Determine the Nature of the Distribution

Based on the results:

  • The sum of the probabilities is \( 1.0 \), which satisfies one condition.
  • However, since not all probabilities are between \( 0 \) and \( 1 \), the second condition is violated.

Final Answer

Since the distribution does not meet all the criteria for a discrete probability distribution, the answer is:

\(\boxed{D}\)

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